Gioia Federica, Pascali Maria Antonietta, Greco Alberto, Colantonio Sara, Scilingo Enzo Pasquale
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:608-611. doi: 10.1109/EMBC46164.2021.9630860.
This study proposes long wave infrared technology as a contactless alternative to wearable devices for stress detection. To this aim, we studied the change in facial thermal distribution of 17 healthy subjects in response to different stressors (Stroop Test, Mental Arithmetic Test). During the experimental sessions the electrodermal activity (EDA) and the facial thermal response were simultaneously recorded from each subject. It is well known from the literature that EDA can be considered a reliable marker for the psychological state variation, therefore we used it as a reference signal to validate the thermal results. Statistical analysis was performed to evaluate significant differences in the thermal features between stress and non-stress conditions, as well as between stress and cognitive load. Our results are in line with the outcomes of previous studies and show significant differences in the temperature trends over time between stress and resting conditions. As a new result, we found that the mean temperature changes of some less studied facial regions, e.g., the right cheek, are able not only to significantly discriminate between resting and stressful conditions, but also allow to recognize the typology of stressors. This outcome not only directs future studies to consider the thermal patterns of less explored facial regions as possible correlates of mental states, but more importantly it suggests that different psychological states could potentially be discriminated in a contactless manner.
本研究提出将长波红外技术作为一种用于压力检测的非接触式可穿戴设备替代方案。为此,我们研究了17名健康受试者在不同压力源(斯特鲁普测试、心算测试)下面部热分布的变化。在实验过程中,同时记录了每个受试者的皮肤电活动(EDA)和面部热反应。从文献中可知,EDA可被视为心理状态变化的可靠指标,因此我们将其用作参考信号来验证热成像结果。进行了统计分析,以评估压力和非压力条件之间以及压力和认知负荷之间热特征的显著差异。我们的结果与先前研究的结果一致,表明压力和休息条件下随时间的温度趋势存在显著差异。作为一个新的结果,我们发现一些较少研究的面部区域(如右脸颊)的平均温度变化不仅能够显著区分休息和压力状态,还能够识别压力源的类型。这一结果不仅引导未来的研究将较少探索的面部区域的热模式视为心理状态的可能关联因素,更重要的是,它表明不同的心理状态可能以非接触的方式被区分开来。